Author: "Bedi, P" / Publication Type: Electronic Resources - Searchworks@Jio Institute Digital Library Search Results

5 results on '"Bedi, P"'

1. Cognitive Adaptive Systems for Industrial Internet of Things Using Reinforcement Algorithm

Author: Rajawat, AS, Goyal, SB, Chauhan, C, Bedi, P, Prasad, M, Jan, T, Rajawat, AS, Goyal, SB, Chauhan, C, Bedi, P, Prasad, M, and Jan, T
Abstract: Agile product development cycles and re-configurable Industrial Internet of Things (IIoT) allow more flexible and resilient industrial production systems that can handle a broader range of challenges and improve their productivity. Reinforcement Learning (RL) was shown to be able to support industrial production systems to be flexible and resilient to respond to changes in real time. This study examines the use of RL in a wide range of adaptive cognitive systems with IIoT-edges in manufacturing processes. We propose a cognitive adaptive system using IIoT with RL (CAS-IIoT-RL) and our experimental analysis showed that the proposed model showed improvements with adaptive and dynamic decision controls in challenging industrial environments.
Published: 2023

2. Quantum Machine Learning for Security Assessment in the Internet of Medical Things (IoMT)

Author: Rajawat, AS, Goyal, SB, Bedi, P, Jan, T, Whaiduzzaman, M, Prasad, M, Rajawat, AS, Goyal, SB, Bedi, P, Jan, T, Whaiduzzaman, M, and Prasad, M
Abstract: Internet of Medical Things (IoMT) is an ecosystem composed of connected electronic items such as small sensors/actuators and other cyber-physical devices (CPDs) in medical services. When these devices are linked together, they can support patients through medical monitoring, analysis, and reporting in more autonomous and intelligent ways. The IoMT devices; however, often do not have sufficient computing resources onboard for service and security assurance while the medical services handle large quantities of sensitive and private health-related data. This leads to several research problems on how to improve security in IoMT systems. This paper focuses on quantum machine learning to assess security vulnerabilities in IoMT systems. This paper provides a comprehensive review of both traditional and quantum machine learning techniques in IoMT vulnerability assessment. This paper also proposes an innovative fused semi-supervised learning model, which is compared to the state-of-the-art traditional and quantum machine learning in an extensive experiment. The experiment shows the competitive performance of the proposed model against the state-of-the-art models and also highlights the usefulness of quantum machine learning in IoMT security assessments and its future applications.
Published: 2023

3. Impact of COVID-19 on the imaging diagnosis of cardiac disease in Europe

Author: Williams, M, Shaw, L, Hirschfeld, C, Maurovich-Horvat, P, Norgaard, B, Pontone, G, Jimenez-Heffernan, A, Sinitsyn, V, Sergienko, V, Ansheles, A, Bax, J, Buechel, R, Milan, E, Slart, R, Nicol, E, Bucciarelli-Ducci, C, Pynda, Y, Better, N, Cerci, R, Dorbala, S, Raggi, P, Villines, T, Vitola, J, Malkovskiy, E, Goebel, B, Cohen, Y, Randazzo, M, Pascual, T, Dondi, M, Paez, D, Einstein, A, Nasery, M, Goda, A, Shirka, E, Benlabgaa, R, Bouyoucef, S, Medjahedi, A, Nailli, Q, Agolti, M, Aguero, R, Del Carmen Alak, M, Alberguina, L, Arronada, G, Astesiano, A, Norton, C, Benteo, P, Blanco, J, Bonelli, J, Bustos, J, Cabrejas, R, Cachero, J, Campisi, R, Canderoli, A, Carames, S, Carrascosa, P, Castro, R, Cendoya, O, Cognigni, L, Collaud, C, Cortes, C, Courtis, J, Cragnolino, D, Daicz, M, De La Vega, A, De Maria, S, Del Riego, H, Dettori, F, Deviggiano, A, Dragonetti, L, Embon, M, Enriquez, R, Ensinas, J, Faccio, F, Facello, A, Garofalo, D, Geronazzo, R, Gonza, N, Gutierrez, L, Guzzo, M, Hasbani, V, Huerin, M, Jager, V, Lewkowicz, J, De Munain, M, Lotti, J, Marquez, A, Masoli, O, Mastrovito, E, Mayoraz, M, Melado, G, Mele, A, Merani, M, Meretta, A, Molteni, S, Montecinos, M, Noguera, E, Novoa, C, Sueldo, C, Ascani, S, Pollono, P, Pujol, M, Radzinschi, A, Raimondi, G, Redruello, M, Rodriguez, M, Romero, R, Acuna, A, Rovaletti, F, Miguel, L, Solari, L, Strada, B, Traverso, S, Traverzo, S, Del Huerto Velazquez Espeche, M, Weihmuller, J, Wolcan, J, Zeffiro, S, Sakanyan, M, Beuzeville, S, Boktor, R, Butler, P, Calcott, J, Carr, L, Chan, V, Chao, C, Chong, W, Dobson, M, Downie, D, Dwivedi, G, Elison, B, Engela, J, Francis, R, Gaikwad, A, Basavaraj, A, Goodwin, B, Greenough, R, Hamilton-Craig, C, Hsieh, V, Joshi, S, Lederer, K, Lee, K, Lee, J, Magnussen, J, Mai, N, Mander, G, Murton, F, Nandurkar, D, Neill, J, O'Rourke, E, O'Sullivan, P, Pandos, G, Pathmaraj, K, Pitman, A, Poulter, R, Premaratne, M, Prior, D, Ridley, L, Rutherford, N, Salehi, H, Saunders, C, Scarlett, L, Seneviratne, S, Shetty, D, Shrestha, G, Shulman, J, Solanki, V, Stanton, T, Stuart, M, Stubbs, M, Swainson, I, Taubman, K, Taylor, A, Thomas, P, Unger, S, Upton, A, Vamadevan, S, Van Gaal, W, Verjans, J, Voutnis, D, Wayne, V, Wilson, P, Wong, D, Wong, K, Younger, J, Feuchtner, G, Mirzaei, S, Weiss, K, Maroz-Vadalazhskaya, N, Gheysens, O, Homans, F, Moreno-Reyes, R, Pasquet, A, Roelants, V, Van De Heyning, C, Rios, R, Soldat-Stankovic, V, Stankovic, S, Siqueira, M, Almeida, A, Togni, P, Andrade, J, Andrade, L, Anselmi, C, Araujo, R, Azevedo, G, Bezerra, S, Biancardi, R, Grossman, G, Brandao, S, Pianta, D, Carreira, L, Castro, B, Chang, T, Cunali, F, Cury, R, Dantas, R, De Amorim Fernandes, F, De Lorenzo, A, De MacEdo Filho, R, Erthal, F, Fernandes, F, Fernandes, J, De Souza, T, Alves, W, Ghini, B, Goncalves, L, Gottlieb, I, Hadlich, M, Kameoka, V, Lima, R, Lima, A, Lopes, R, E Silva, R, Magalhaes, T, Silva, F, Mastrocola, L, Medeiros, F, Meneghetti, J, Naue, V, Naves, D, Nolasco, R, Nomura, C, Oliveira, J, Paixao, E, De Carvalho, F, Pinto, I, Possetti, P, Quinta, M, Ramos, R, Rocha, R, Rodrigues, A, Rodrigues, C, Romantini, L, Sanches, A, Santana, S, Da Silva, L, Schvartzman, P, Matushita, C, Senra, T, Shiozaki, A, De Siqueira, M, Siqueira, C, Smanio, P, Soares, C, Soares, J, Bittencourt, M, Spiro, B, Mesquita, C, Torreao, J, Torres, R, Uellendahl, M, Monte, G, Verissimo, O, Cabeda, E, Pedras, F, Waltrick, R, Zapparoli, M, Naseer, H, Garcheva-Tsacheva, M, Kostadinova, I, Theng, Y, Abikhzer, G, Barette, R, Chow, B, Dabreo, D, Friedrich, M, Garg, R, Hafez, M, Johnson, C, Kiess, M, Leipsic, J, Leung, E, Miller, R, Oikonomou, A, Probst, S, Roifman, I, Small, G, Tandon, V, Trivedi, A, White, J, Zukotynski, K, Canessa, J, Munoz, G, Concha, C, Hidalgo, P, Lovera, C, Massardo, T, Vargas, L, Abad, P, Arturo, H, Ayala, S, Benitez, L, Cadena, A, Caicedo, C, Moncayo, A, Gomez, S, Villamil, C, Jaimes, C, Londono, J, Blair, J, Pabon, L, Pineda, M, Rojas, J, Ruiz, D, Escobar, M, Vasquez, A, Vergel, D, Zuluaga, A, Gamboa, I, Castro, G, Gonzalez, U, Baric, A, Batinic, T, Franceschi, M, Hrabak, M, Jukic, M, Medakovic, P, Persic, V, Prpic, M, Punda, A, Batista, J, Lauchy, J, Gutierrez, Y, Menendez, R, Peix, A, Rochela, L, Panagidis, C, Petrou, I, Engelmann, V, Kaminek, M, Kincl, V, Lang, O, Simanek, M, Abdulla, J, Bottcher, M, Christensen, M, Gormsen, L, Hasbak, P, Hess, S, Holdgaard, P, Johansen, A, Kyhl, K, Ovrehus, K, Sand, N, Steffensen, R, Thomassen, A, Zerahn, B, Perez, A, Velez, G, Velez, M, Aziz, I, Abougabal, M, Ahmed, T, Allam, A, Asfour, A, Hassan, M, Hassan, A, Ibrahim, A, Kaffas, S, Kandeel, A, Ali, M, Mansy, A, Maurice, H, Nabil, S, Shaaban, M, Flores, A, Poksi, A, Knuuti, J, Kokkonen, V, Larikka, M, Uusitalo, V, Bailly, M, Burg, S, Deux, J, Habouzit, V, Hyafil, F, Lairez, O, Proffit, F, Regaieg, H, Sarda-Mantel, L, Tacher, V, Schneider, R, Ayetey, H, Angelidis, G, Archontaki, A, Chatziioannou, S, Datseris, I, Fragkaki, C, Georgoulias, P, Koukouraki, S, Koutelou, M, Kyrozi, E, Repasos, E, Stavrou, P, Valsamaki, P, Gonzalez, C, Gutierrez, G, Maldonado, A, Buga, K, Garai, I, Schmidt, E, Szilveszter, B, Varady, E, Banthia, N, Bhagat, J, Bhargava, R, Bhat, V, Bhatia, M, Choudhury, P, Chowdekar, V, Irodi, A, Jain, S, Joseph, E, Kumar, S, Mahapatra, G, Mitra, D, Mittal, B, Ozair, A, Patel, C, Patel, T, Patel, R, Patel, S, Saxena, S, Sengupta, S, Singh, S, Singh, B, Sood, A, Verma, A, Affandi, E, Alam, P, Edison, E, Gunawan, G, Hapkido, H, Hidayat, B, Huda, A, Mukti, A, Prawiro, D, Soeriadi, E, Syawaluddin, H, Albadr, A, Assadi, M, Emami, F, Houshmand, G, Maleki, M, Rostami, M, Zakavi, S, Zaid, E, Agranovich, S, Arnson, Y, Bar-Shalom, R, Frenkel, A, Knafo, G, Lugassi, R, Moalem, I, Mor, M, Muskal, N, Ranser, S, Shalev, A, Albano, D, Alongi, P, Arnone, G, Bagatin, E, Baldari, S, Bauckneht, M, Bertelli, P, Bianco, F, Bonfiglioli, R, Boni, R, Bruno, A, Bruno, I, Busnardo, E, Califaretti, E, Camoni, L, Carnevale, A, Casoni, R, Cavallo, A, Cavenaghi, G, Chierichetti, F, Chiocchi, M, Cittanti, C, Colletta, M, Conti, U, Cossu, A, Cuocolo, A, Cuzzocrea, M, De Rimini, M, De Vincentis, G, Del Giudice, E, Del Torto, A, Della Tommasina, V, Durmo, R, Erba, P, Evangelista, L, Faletti, R, Faragasso, E, Farsad, M, Ferro, P, Florimonte, L, Frantellizzi, V, Fringuelli, F, Gatti, M, Gaudiano, A, Gimelli, A, Giubbini, R, Giuffrida, F, Ialuna, S, Laudicella, R, Leccisotti, L, Leva, L, Liga, R, Liguori, C, Longo, G, Maffione, M, Mancini, M, Marcassa, C, Nardi, B, Pacella, S, Pepe, G, Pulizzi, S, Quartuccio, N, Rampin, L, Ricci, F, Rossini, P, Rubini, G, Russo, V, Sacchetti, G, Sambuceti, G, Scarano, M, Sciagra, R, Sperandio, M, Stefanelli, A, Ventroni, G, Zoboli, S, Baugh, D, Chambers, D, Madu, E, Nunura, F, Asano, H, Chimura, C, Fujimoto, S, Fujisue, K, Fukunaga, T, Fukushima, Y, Fukuyama, K, Hashimoto, J, Ichikawa, Y, Iguchi, N, Imai, M, Inaki, A, Ishimura, H, Isobe, S, Kadokami, T, Kato, T, Kudo, T, Kumita, S, Maruno, H, Mataki, H, Miyagawa, M, Morimoto, R, Moroi, M, Nagamachi, S, Nakajima, K, Nakata, T, Nakazato, R, Nanasato, M, Naya, M, Norikane, T, Ohta, Y, Okayama, S, Okizaki, A, Otomi, Y, Otsuka, H, Saito, M, Sakata, S, Sarai, M, Sato, D, Shiraishi, S, Suwa, Y, Takanami, K, Takehana, K, Taki, J, Tamaki, N, Taniguchi, Y, Teragawa, H, Tomizawa, N, Tsujita, K, Umeji, K, Wakabayashi, Y, Yamada, S, Yamazaki, S, Yoneyama, T, Rawashdeh, M, Batyrkhanov, D, Dautov, T, Makhdomi, K, Ombati, K, Alkandari, F, Garashi, M, Coie, T, Rajvong, S, Kalinin, A, Kalnina, M, Haidar, M, Komiagiene, R, Kviecinskiene, G, Mataciunas, M, Vajauskas, D, Picard, C, Karim, N, Reichmuth, L, Samuel, A, Allarakha, M, Naojee, A, Alexanderson-Rosas, E, Barragan, E, Becerril, A, Gonzalez-Montecinos, Cabada, M, Rodriguez, D, Carvajal-Juarez, I, Cortes, V, Cortes, F, De La Pena, E, Gama-Moreno, M, Gonzalez, L, Ramirez, N, Jimenez-Santos, M, Matos, L, Monroy, E, Morelos, M, Ornelas, M, Ramirez, J, Preciado-Anaya, A, Preciado-Gutierrez, O, Barragan, A, Uvera, S, Sandoval, S, Tomas, M, Sierra-Galan, L, Siu, S, Vallejo, E, Valles, M, Faraggi, M, Sereegotov, E, Ilic, S, Ben-Rais, N, Alaoui, N, Taleb, S, Myo, K, Thu, P, Ghimire, R, Rajbanshi, B, Barneveld, P, Glaudemans, A, Habets, J, Koopmans, K, Manders, J, Pool, S, Scholte, A, Scholtens, A, Thimister, P, Van Asperen, E, Veltman, N, Verschure, D, Wagenaar, N, Edmond, J, Ellis, C, Johnson, K, Keenan, R, Kueh, S, Occleshaw, C, Sasse, A, To, A, Van Pelt, N, Young, C, Cuadra, T, Vanegas, H, Soli, I, Issoufou, D, Ayodele, T, Madu, C, Onimode, Y, Efros-Monsen, E, Forsdahl, S, Dimmen, J, Jorgensen, A, Krohn, I, Lovhaugen, P, Braten, A, Al Dhuhli, H, Al Kindi, F, Al-Bulushi, N, Jawa, Z, Tag, N, Afzal, M, Fatima, S, Younis, M, Riaz, M, Saadullah, M, Herrera, Y, Lenturut-Katal, D, Vazquez, M, Ortellado, J, Akhter, A, Cao, D, Cheung, S, Dai, X, Gong, L, Han, D, Hou, Y, Li, C, Li, T, Li, D, Li, S, Liu, J, Liu, H, Lu, B, Ng, M, Sun, K, Tang, G, Wang, J, Wang, X, Wang, Z, Wang, Y, Wu, J, Wu, Z, Xia, L, Xiao, J, Xu, L, Yang, Y, Yin, W, Yu, J, Yuan, L, Zhang, T, Zhang, L, Zhang, Y, Zhang, X, Zhu, L, Alfaro, A, Abrihan, P, Barroso, A, Cruz, E, Gomez, M, Magboo, V, Medina, J, Obaldo, J, Pastrana, D, Pawhay, C, Quinon, A, Tang, J, Tecson, B, Uson, K, Uy, M, Kostkiewicz, M, Kunikowska, J, Bettencourt, N, Cantinho, G, Ferreira, A, Syed, G, Arnous, S, Atyani, S, Byrne, A, Gleeson, T, Kerins, D, Meehan, C, Murphy, D, Murphy, M, Murray, J, O'Brien, J, Bang, J, Bom, H, Cho, S, Hong, C, Jang, S, Jeong, Y, Kang, W, Kim, J, Namgung, C, So, Y, Won, K, Majstorov, V, Vavlukis, M, Salobir, B, Stalc, M, Benedek, T, Benedek, I, Mititelu, R, Stan, C, Dariy, O, Drozdova, O, Gagarina, N, Gulyaev, V, Itskovich, I, Karalkin, A, Kokov, A, Migunova, E, Pospelov, V, Ryzhkova, D, Saifullina, G, Sazonova, S, Shurupova, I, Trifonova, T, Ussov, W, Vakhromeeva, M, Valiullina, N, Zavadovsky, K, Zhuravlev, K, Alasnag, M, Okarvi, S, Saranovic, D, Keng, F, See, J, Sekar, R, Yew, M, Vondrak, A, Bejai, S, Bennie, G, Bester, R, Engelbrecht, G, Evbuomwan, O, Gongxeka, H, Vuuren, M, Kaplan, M, Khushica, P, Lakhi, H, Louw, L, Malan, N, Milos, K, Modiselle, M, More, S, Naidoo, M, Scholtz, L, Vangu, M, Aguade-Bruix, S, Blanco, I, Cabrera, A, Camarero, A, Casans-Tormo, I, Cuellar-Calabria, H, Flotats, A, Canamero, M, Garcia, M, Leta, R, Diaz, J, Lumbreras, L, Marquez-Cabeza, J, Martin, F, De Alegria, A, Medina, F, Canal, M, Peiro, V, Pubul-Nunez, V, Madrid, J, Rey, C, Perez, R, Ruiz, J, Hernandez, G, Sevilla, A, Zeidan, N, Nanayakkara, D, Udugama, C, Simonsson, M, Alkadhi, H, Burger, P, Ceriani, L, De Boeck, B, Grani, C, De Saint Lager Lucas, A, Kamani, C, Kawel-Boehm, N, Manka, R, Prior, J, Rominger, A, Vallee, J, Khiewvan, B, Premprabha, T, Thientunyakit, T, Sellem, A, Kir, K, Sayman, H, Sebikali, M, Muyinda, Z, Kmetyuk, Y, Korol, P, Mykhalchenko, O, Pliatsek, V, Satyr, M, Albalooshi, B, Anderson, J, Bedi, P, Biggans, T, Bularga, A, Bull, R, Burgul, R, Carpenter, J, Coles, D, Cusack, D, Deshpande, A, Dougan, J, Fairbairn, T, Farrugia, A, Gopalan, D, Gummow, A, Ramkumar, P, Hamilton, M, Harbinson, M, Hartley, T, Hudson, B, Joshi, N, Kay, M, Kelion, A, Khokhar, A, Kitt, J, Low, C, Mak, S, Marousa, N, Martin, J, Mcalindon, E, Menezes, L, Morgan-Hughes, G, Moss, A, Murray, A, Patel, D, Peebles, C, Pugliese, F, Rodrigues, J, Rofe, C, Sabharwal, N, Schofield, R, Semple, T, Sharma, N, Strouhal, P, Subedi, D, Topping, W, Tweed, K, Weir-Mccall, J, Abbara, S, Abbasi, T, Abbott, B, Abohashem, S, Abramson, S, Al-Abboud, T, Al-Mallah, M, Almousalli, O, Ananthasubramaniam, K, Kumar, M, Askew, J, Attanasio, L, Balmer-Swain, M, Bayer, R, Bernheim, A, Bhatti, S, Bieging, E, Blankstein, R, Bloom, S, Blue, S, Bluemke, D, Borges, A, Branch, K, Bravo, P, Brothers, J, Budoff, M, Bullock-Palmer, R, Burandt, A, Burke, F, Bush, K, Candela, C, Capasso, E, Cavalcante, J, Chang, D, Chatterjee, S, Chatzizisis, Y, Cheezum, M, Chen, T, Chen, J, Chen, M, Choi, A, Clarcq, J, Cordero, A, Crim, M, Danciu, S, Decter, B, Dhruva, N, Doherty, N, Doukky, R, Dunbar, A, Duvall, W, Edwards, R, Esquitin, K, Farah, H, Fentanes, E, Ferencik, M, Fisher, D, Fitzpatrick, D, Foster, C, Fuisz, T, Gannon, M, Gastner, L, Gerson, M, Ghoshhajra, B, Goldberg, A, Goldner, B, Gonzalez, J, Gore, R, Gracia-Lopez, S, Hage, F, Haider, A, Haider, S, Hamirani, Y, Hassen, K, Hatfield, M, Hawkins, C, Hawthorne, K, Heath, N, Hendel, R, Hernandez, P, Hill, G, Horgan, S, Huffman, J, Hurwitz, L, Iskandrian, A, Janardhanan, R, Jellis, C, Jerome, S, Kalra, D, Kaviratne, S, Kay, F, Kelly, F, Khalique, O, Kinkhabwala, M, Iii, G, Kircher, J, Kirkbride, R, Kontos, M, Kottam, A, Krepp, J, Layer, J, Lee, S, Leppo, J, Lesser, J, Leung, S, Lewin, H, Litmanovich, D, Liu, Y, Lopez-Mattei, J, Magurany, K, Markowitz, J, Marn, A, Matis, S, Mckenna, M, Mcrae, T, Mendoza, F, Merhige, M, Min, D, Moffitt, C, Moncher, K, Moore, W, Morayati, S, Morris, M, Mossa-Basha, M, Mrsic, Z, Murthy, V, Nagpal, P, Napier, K, Narula, J, Nelson, K, Nijjar, P, Osman, M, Parwani, P, Passen, E, Patel, A, Patil, P, Paul, R, Phillips, L, Polsani, V, Poludasu, R, Pomerantz, B, Porter, T, Prentice, R, Pursnani, A, Rabbat, M, Ramamurti, S, Rich, F, Luna, H, Robinson, A, Robles, K, Rodriguez, C, Rorie, M, Rumberger, J, Russell, R, Sabra, P, Sadler, D, Schemmer, M, Schoepf, U, Shah, S, Shah, N, Shanbhag, S, Sharma, G, Shayani, S, Shirani, J, Shivaram, P, Sigman, S, Simon, M, Slim, A, Smith, D, Smith, A, Soman, P, Srichai-Parsia, M, Streeter, J, Albert, T, Tawakol, A, Thomas, D, Thompson, R, Torbet, T, Trinidad, D, Ullery, S, Unzek, S, Uretsky, S, Vallurupalli, S, Verma, V, Waller, A, Wang, E, Ward, P, Weissman, G, Wesbey, G, White, K, Winchester, D, Wolinsky, D, Yost, S, Zgaljardic, M, Alonso, O, Beretta, M, Ferrando, R, Kapitan, M, Mut, F, Djuraev, O, Rozikhodjaeva, G, Ngoc, H, Mai, S, Nguyen, X, Williams M. C., Shaw L., Hirschfeld C. B., Maurovich-Horvat P., Norgaard B. L., Pontone G., Jimenez-Heffernan A., Sinitsyn V., Sergienko V., Ansheles A., Bax J. J., Buechel R., Milan E., Slart R. H. J. A., Nicol E., Bucciarelli-Ducci C., Pynda Y., Better N., Cerci R., Dorbala S., Raggi P., Villines T. C., Vitola J., Malkovskiy E., Goebel B., Cohen Y., Randazzo M., Pascual T. N. B., Dondi M., Paez D., Einstein A. J., Nasery M. N., Goda A., Shirka E., Benlabgaa R., Bouyoucef S., Medjahedi A., Nailli Q., Agolti M., Aguero R. N., Del Carmen Alak M., Alberguina L. G., Arronada G., Astesiano A., Norton C. B., Benteo P., Blanco J., Bonelli J. M., Bustos J. J., Cabrejas R., Cachero J., Campisi R., Canderoli A., Carames S., Carrascosa P., Castro R., Cendoya O., Cognigni L. M., Collaud C., Cortes C., Courtis J., Cragnolino D., Daicz M., De La Vega A., De Maria S. T., Del Riego H., Dettori F., Deviggiano A., Dragonetti L., Embon M., Enriquez R. E., Ensinas J., Faccio F., Facello A., Garofalo D., Geronazzo R., Gonza N., Gutierrez L., Guzzo M. A., Hasbani V., Huerin M., Jager V., Lewkowicz J. M., De Munain M. N. A. L., Lotti J. M., Marquez A., Masoli O., Masoli O. H., Mastrovito E., Mayoraz M., Melado G. E., Mele A., Merani M. F., Meretta A. H., Molteni S., Montecinos M., Noguera E., Novoa C., Sueldo C. P., Ascani S. P., Pollono P., Pujol M. P., Radzinschi A., Raimondi G., Redruello M., Rodriguez M., Romero R. L., Acuna A. R., Rovaletti F., Miguel L. S., Solari L., Strada B., Traverso S., Traverzo S. S., Del Huerto Velazquez Espeche M., Weihmuller J. S., Wolcan J., Zeffiro S., Sakanyan M., Beuzeville S., Boktor R., Butler P., Calcott J., Carr L., Chan V., Chao C., Chong W., Dobson M., Downie D., Dwivedi G., Elison B., Engela J., Francis R., Gaikwad A., Basavaraj A. G., Goodwin B., Greenough R., Hamilton-Craig C., Hsieh V., Joshi S., Lederer K., Lee K., Lee J., Magnussen J., Mai N., Mander G., Murton F., Nandurkar D., Neill J., O'Rourke E., O'Sullivan P., Pandos G., Pathmaraj K., Pitman A., Poulter R., Premaratne M., Prior D., Ridley L., Rutherford N., Salehi H., Saunders C., Scarlett L., Seneviratne S., Shetty D., Shrestha G., Shulman J., Solanki V., Stanton T., Stuart M., Stubbs M., Swainson I., Taubman K., Taylor A., Thomas P., Unger S., Upton A., Vamadevan S., Van Gaal W., Verjans J., Voutnis D., Wayne V., Wilson P., Wong D., Wong K., Younger J., Feuchtner G., Mirzaei S., Weiss K., Maroz-Vadalazhskaya N., Gheysens O., Homans F., Moreno-Reyes R., Pasquet A., Roelants V., Van De Heyning C. M., Rios R. A., Soldat-Stankovic V., Stankovic S., Siqueira M. H. A., Almeida A., Togni P. H. A., Andrade J. H., Andrade L., Anselmi C., Araujo R., Azevedo G., Bezerra S., Biancardi R., Grossman G. B., Brandao S., Pianta D. 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L., Rajvong S., Kalinin A., Kalnina M., Haidar M., Komiagiene R., Kviecinskiene G., Mataciunas M., Vajauskas D., Picard C., Karim N. K. A., Reichmuth L., Samuel A., Allarakha M. A., Naojee A. S., Alexanderson-Rosas E., Barragan E., Becerril A., Cabada M., Rodriguez D. C., Carvajal-Juarez I., Cortes V., Cortes F., De La Pena E., Gama-Moreno M., Gonzalez L., Ramirez N. G., Jimenez-Santos M., Matos L., Monroy E., Morelos M., Ornelas M., Ramirez J. A. O., Preciado-Anaya A., Preciado-Gutierrez O. U., Barragan A. P., Uvera S. G. R., Sandoval S., Tomas M. S., Sierra-Galan L. M., Siu S., Vallejo E., Valles M., Faraggi M., Sereegotov E., Ilic S., Ben-Rais N., Alaoui N. I., Taleb S., Myo K. P. P., Thu P. S., Ghimire R. K., Rajbanshi B., Barneveld P., Glaudemans A., Habets J., Koopmans K. P., Manders J., Pool S., Scholte A., Scholtens A., Slart R., Thimister P., Van Asperen E. -J., Veltman N., Verschure D., Wagenaar N., Edmond J., Ellis C., Johnson K., Keenan R., Kueh S. H., Occleshaw C., Sasse A., To A., Van Pelt N., Young C., Cuadra T., Vanegas H. B. R., Soli I. A., Issoufou D. M., Ayodele T., Madu C., Onimode Y., Efros-Monsen E., Forsdahl S. H., Dimmen J. -M. H., Jorgensen A., Krohn I., Lovhaugen P., Braten A. T., Al Dhuhli H., Al Kindi F., Al-Bulushi N., Jawa Z., Tag N., Afzal M. S., Fatima S., Younis M. N., Riaz M., Saadullah M., Herrera Y., Lenturut-Katal D., Vazquez M. C., Ortellado J., Akhter A., Cao D., Cheung S., Dai X., Gong L., Han D., Hou Y., Li C., Li T., Li D., Li S., Liu J., Liu H., Lu B., Ng M. Y., Sun K., Tang G., Wang J., Wang X., Wang Z. -Q., Wang Y., Wu J., Wu Z., Xia L., Xiao J., Xu L., Yang Y., Yin W., Yu J., Yuan L., Zhang T., Zhang L., Zhang Y. -G., Zhang X., Zhu L., Alfaro A., Abrihan P., Barroso A., Cruz E., Gomez M. R., Magboo V. P., Medina J. M., Obaldo J., Pastrana D., Pawhay C. M., Quinon A., Tang J. M., Tecson B., Uson K. 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J., Kaplan M., Khushica P., Lakhi H., Louw L., Malan N., Milos K., Modiselle M., More S., Naidoo M., Scholtz L., Vangu M., Aguade-Bruix S., Blanco I., Cabrera A., Camarero A., Casans-Tormo I., Cuellar-Calabria H., Flotats A., Canamero M. E. F., Garcia M. E., Leta R., Diaz J. L., Lumbreras L., Marquez-Cabeza J. J., Martin F., De Alegria A. M., Medina F., Canal M. P., Peiro V., Pubul-Nunez V., Madrid J. I. R., Rey C. R., Perez R. R., Ruiz J., Hernandez G. S., Sevilla A., Zeidan N., Nanayakkara D., Udugama C., Simonsson M., Alkadhi H., Buechel R. R., Burger P., Ceriani L., De Boeck B., Grani C., De Saint Lager Lucas A. J., Kamani C. H., Kawel-Boehm N., Manka R., Prior J. O., Rominger A., Vallee J. -P., Khiewvan B., Premprabha T., Thientunyakit T., Sellem A., Kir K. M., Sayman H., Sebikali M. J., Muyinda Z., Kmetyuk Y., Korol P., Mykhalchenko O., Pliatsek V., Satyr M., Albalooshi B., Hassan M. I. A., Anderson J., Bedi P., Biggans T., Bularga A., Bull R., Burgul R., Carpenter J. -P., Coles D., Cusack D., Deshpande A., Dougan J., Fairbairn T., Farrugia A., Gopalan D., Gummow A., Ramkumar P. G., Hamilton M., Harbinson M., Hartley T., Hudson B., Joshi N., Kay M., Kelion A., Khokhar A., Kitt J., Low C., Mak S. M., Marousa N., Martin J., McAlindon E., Menezes L., Morgan-Hughes G., Moss A., Murray A., Patel D., Peebles C., Pugliese F., Rodrigues J. C. L., Rofe C., Sabharwal N., Schofield R., Semple T., Sharma N., Strouhal P., Subedi D., Topping W., Tweed K., Weir-Mccall J., Abbara S., Abbasi T., Abbott B., Abohashem S., Abramson S., Al-Abboud T., Al-Mallah M., Almousalli O., Ananthasubramaniam K., Kumar M. A., Askew J., Attanasio L., Balmer-Swain M., Bayer R. R., Bernheim A., Bhatti S., Bieging E., Blankstein R., Bloom S., Blue S., Bluemke D., Borges A., Branch K., Bravo P., Brothers J., Budoff M., Bullock-Palmer R., Burandt A., Burke F. 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B., Streeter J., Albert T., Tawakol A., Thomas D., Thompson R., Torbet T., Trinidad D., Ullery S., Unzek S., Uretsky S., Vallurupalli S., Verma V., Waller A., Wang E., Ward P., Weissman G., Wesbey G., White K., Winchester D., Wolinsky D., Yost S., Zgaljardic M., Alonso O., Beretta M., Ferrando R., Kapitan M., Mut F., Djuraev O., Rozikhodjaeva G., Ngoc H. L., Mai S. H., and Nguyen X. C.
Abstract: Objectives We aimed to explore the impact of the COVID-19 pandemic on cardiac diagnostic testing and practice and to assess its impact in different regions in Europe. Methods The online survey organised by the International Atomic Energy Agency Division of Human Health collected information on changes in cardiac imaging procedural volumes between March 2019 and March/April 2020. Data were collected from 909 centres in 108 countries. Results Centres in Northern and Southern Europe were more likely to cancel all outpatient activities compared with Western and Eastern Europe. There was a greater reduction in total procedure volumes in Europe compared with the rest of the world in March 2020 (45% vs 41%, p=0.003), with a more marked reduction in Southern Europe (58%), but by April 2020 this was similar in Europe and the rest of the world (69% vs 63%, p=0.261). Regional variations were apparent between imaging modalities, but the largest reductions were in Southern Europe for nearly all modalities. In March 2020, location in Southern Europe was the only independent predictor of the reduction in procedure volume. However, in April 2020, lower gross domestic product and higher COVID-19 deaths were the only independent predictors. Conclusion The first wave of the COVID-19 pandemic had a significant impact on care of patients with cardiac disease, with substantial regional variations in Europe. This has potential long-term implications for patients and plans are required to enable the diagnosis of non-COVID- 19 conditions during the ongoing pandemic.
Published: 2021

4. Smart Scalable ML-Blockchain Framework for Large-Scale Clinical Information Sharing

Author: Rajawat, AS, Goyal, SB, Bedi, P, Simoff, S, Jan, T, Prasad, M, Rajawat, AS, Goyal, SB, Bedi, P, Simoff, S, Jan, T, and Prasad, M
Abstract: Large-scale clinical information sharing (CIS) provides significant advantages for medical treatments, including enhanced service standards and accelerated scheduling of health services. The current CIS suffers many challenges such as data privacy, data integrity, and data availability across multiple healthcare institutions. This study introduces an innovative blockchain-based electronic healthcare system that incorporates synchronous data backup and a highly encrypted data-sharing mechanism. Blockchain technology, which eliminates centralized organizations and reduces the number of fragmented patient files, could make it easier to use machine learning (ML) models for predictive diagnosis and analysis. In turn, it might lead to better medical care. The proposed model achieved an improved patient-centered CIS by personalizing the separation of information with an intelligent ”allowed list“ for clinician data access. This work introduces a hybrid ML-blockchain solution that combines traditional data storage and blockchain-based access. The experimental analysis evaluated the proposed model against the competing models in comparative and quantitative studies in large-scale CIS examples in terms of model viability, stability, protection, and robustness, with improved results.
Published: 2022

5. Impact of COVID-19 Pandemic on Cardiovascular Testing in Asia

Author: Kudo, T, Lahey, R, Hirschfeld, C, Williams, M, Lu, B, Alasnag, M, Bhatia, M, Henry Bom, H, Dautov, T, Fazel, R, Karthikeyan, G, Keng, F, Rubinshtein, R, Better, N, Cerci, R, Dorbala, S, Raggi, P, Shaw, L, Villines, T, Vitola, J, Choi, A, Malkovskiy, E, Goebel, B, Cohen, Y, Randazzo, M, Pascual, T, Pynda, Y, Dondi, M, Paez, D, Einstein, A, Hinterleitner, G, Lu, Y, Morozova, O, Xu, Z, Lopez-Mattei, J, Parwani, P, Nasery, M, Goda, A, Shirka, E, Benlabgaa, R, Bouyoucef, S, Medjahedi, A, Nailli, Q, Agolti, M, Aguero, R, Alak, M, Alberguina, L, Arroñada, G, Astesiano, A, Norton, C, Benteo, P, Blanco, J, Bonelli, J, Bustos, J, Cabrejas, R, Cachero, J, Campisi, R, Canderoli, A, Carames, S, Carrascosa, P, Castro, R, Cendoya, O, Cognigni, L, Collaud, C, Cortes, C, Courtis, J, Cragnolino, D, Daicz, M, De La Vega, A, De Maria, S, Del Riego, H, Dettori, F, Deviggiano, A, Dragonetti, L, Embon, M, Enriquez, R, Ensinas, J, Faccio, F, Facello, A, Garofalo, D, Geronazzo, R, Gonza, N, Gutierrez, L, Guzzo, M, Hasbani, V, Huerin, M, Jäger, V, Lewkowicz, J, López De Munaín, M, Lotti, J, Marquez, A, Masoli, O, Mastrovito, E, Mayoraz, M, Melado, G, Mele, A, Merani, M, Meretta, A, Molteni, S, Montecinos, M, Noguera, E, Novoa, C, Sueldo, C, Ascani, S, Pollono, P, Pujol, M, Radzinschi, A, Raimondi, G, Redruello, M, Rodríguez, M, Romero, R, Acuña, A, Rovaletti, F, San Miguel, L, Solari, L, Strada, B, Traverso, S, Traverzo, S, Espeche, M, Weihmuller, J, Wolcan, J, Zeffiro, S, Sakanyan, M, Beuzeville, S, Boktor, R, Butler, P, Calcott, J, Carr, L, Chan, V, Chao, C, Chong, W, Dobson, M, Downie, D, Dwivedi, G, Elison, B, Engela, J, Francis, R, Gaikwad, A, Basavaraj, A, Goodwin, B, Greenough, R, Hamilton-Craig, C, Hsieh, V, Joshi, S, Lederer, K, Lee, K, Lee, J, Magnussen, J, Mai, N, Mander, G, Murton, F, Nandurkar, D, Neill, J, O'Rourke, E, O'Sullivan, P, Pandos, G, Pathmaraj, K, Pitman, A, Poulter, R, Premaratne, M, Prior, D, Ridley, L, Rutherford, N, Salehi, H, Saunders, C, Scarlett, 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Gianmario, Scarano, Massimo, Sciagrà, Roberto, Sperandio, Massimiliano, Stefanelli, Antonella, Ventroni, Guido, Zoboli, Stefania, Baugh, Dainia, Chambers, Duane, Madu, Ernest, Nunura, Felix, Asano, Hiroshi, Chimura, Chimura Misato, Fujimoto, Shinichiro, Fujisue, Koichiro, Fukunaga, Tomohisa, Fukushima, Yoshimitsu, Fukuyama, Kae, Hashimoto, Jun, Ichikawa, Yasutaka, Iguchi, Nobuo, Imai, Masamichi, Inaki, Anri, Ishimura, Hayato, Isobe, Satoshi, Kadokami, Toshiaki, Kato, Takao, Kumita, Shinichiro, Maruno, Hirotaka, Mataki, Hiroyuki, Miyagawa, Masao, Morimoto, Ryota, Moroi, Masao, Nagamachi, Shigeki, Nakajima, Kenichi, Nakata, Tomoaki, Nakazato, Ryo, Nanasato, Mamoru, Naya, Masanao, Norikane, Takashi, Ohta, Yasutoshi, Okayama, Satoshi, Okizaki, Atsutaka, Otomi, Yoichi, Otsuka, Hideki, Saito, Masaki, Sakata, Sakata Yasushi, Sarai, Masayoshi, Sato, Daisuke, Shiraishi, Shinya, Suwa, Yoshinobu, Takanami, Kentaro, Takehana, Kazuya, Taki, Junichi, Tamaki, Nagara, Taniguchi, Yasuyo, Teragawa, Hiroki, Tomizawa, Nobuo, Tsujita, Kenichi, Umeji, Kyoko, Wakabayashi, Yasushi, Yamada, Shinichiro, Yamazaki, Shinya, Yoneyama, Tatsuya, Rawashdeh, Mohammad, Batyrkhanov, Daultai, Makhdomi, Khalid, Ombati, Kevin, Alkandari, Faridah, Garashi, Masoud, Coie, Tchoyoson Lim, Rajvong, Sonexay, Kalinin, Artem, Kalnina, Marika, Haidar, Mohamad, Komiagiene, Renata, Kviecinskiene, Giedre, Mataciunas, Mindaugas, Vajauskas, Donatas, Picard, Christian, Karim, Noor Khairiah A., Reichmuth, Luise, Samuel, Anthony, Allarakha, Mohammad Aaftaab, Naojee, Ambedhkar Shantaram, Alexanderson-Rosas, Erick, Barragan, Erika, González-Montecinos, Alejandro Becerril, Cabada, Manuel, Rodriguez, Daniel Calderon, Carvajal-Juarez, Isabel, Cortés, Violeta, Cortés, Filiberto, De La Peña, Erasmo, Gama-Moreno, Manlio, González, Luis, Ramírez, Nelsy Gonzalez, Jiménez-Santos, Moisés, Matos, Luis, Monroy, Edgar, Morelos, Martha, Ornelas, Mario, Ortga Ramirez, Jose Alberto, Preciado-Anaya, Andrés, Preciado-Gutiérrez, Óscar Ulises, Barragan, Adriana Puente, Rosales Uvera, Sandra Graciela, Sandoval, Sigelinda, Tomas, Miguel Santaularia, Sierra-Galan, Lilia M., Siu, Silvia, Vallejo, Enrique, Valles, Mario, Faraggi, Marc, Sereegotov, Erdenechimeg, Ilic, Srdja, Ben-Rais, Nozha, Alaoui, Nadia Ismaili, Taleb, Sara, Pa Myo, Khin Pa, Thu, Phyo Si, Ghimire, Ram Kumar, Rajbanshi, Bijoy, Barneveld, Peter, Glaudemans, Andor, Habets, Jesse, Koopmans, Klaas Pieter, Manders, Jeroen, Pool, Stefan, Scholte, Arthur, Scholtens, Asbjørn, Slart, Riemer, Thimister, Paul, Van Asperen, Erik-Jan, Veltman, Niels, Verschure, Derk, Wagenaar, Nils, Edmond, John, Ellis, Chris, Johnson, Kerryanne, Keenan, Ross, Kueh, Shaw Hua (Anthony), Occleshaw, Christopher, Sasse, Alexander, To, Andrew, Van Pelt, Niels, Young, Calum, Cuadra, Teresa, Roque Vanegas, Hector Bladimir, Soli, Idrissa Adamou, Issoufou, Djibrillou Moussa, Ayodele, Tolulope, Madu, Chibuzo, Onimode, Yetunde, Efros-Monsen, Elen, Forsdahl, Signe Helene, Hildre Dimmen, Jenni-Mari, Jørgensen, Arve, Krohn, Isabel, Løvhaugen, Pål, Bråten, Anders Tjellaug, Al Dhuhli, Humoud, Al Kindi, Faiza, Al-Bulushi, Naeema, Jawa, Zabah, Tag, Naima, Afzal, Muhammad Shehzad, Fatima, Shazia, Younis, Muhammad Numair, Riaz, Musab, Saadullah, Mohammad, Herrera, Yariela, Lenturut-Katal, Dora, Vázquez, Manuel Castillo, Ortellado, José, Akhter, Afroza, Cao, Dianbo, Cheung, Stephen, Dai, Xu, Gong, Lianggeng, Han, Dan, Hou, Yang, Li, Caiying, Li, Tao, Li, Dong, Li, Sijin, Liu, Jinkang, Liu, Hui, Ng, Ming Yen, Sun, Kai, Tang, Gongshun, Wang, Jian, Wang, Ximing, Wang, Zhao-Qian, Wang, Yining, Wang, Yifan, Wu, Jiang, Wu, Zhifang, Xia, Liming, Xiao, Jiangxi, Xu, Lei, Yang, Youyou, Yin, Wu, Yu, Jianqun, Yuan, Li, Zhang, Tong, Zhang, Longjiang, Zhang, Yong-Gao, Zhang, Xiaoli, Zhu, Li, Alfaro, Ana, Abrihan, Paz, Barroso, Asela, Cruz, Eric, Gomez, Marie Rhiamar, Magboo, Vincent Peter, Medina, John Michael, Obaldo, Jerry, Pastrana, Davidson, Pawhay, Christian Michael, Quinon, Alvin, Tang, Jeanelle Margareth, Tecson, Bettina, Uson, Kristine Joy, Uy, Mila, Kostkiewicz, Magdalena, Kunikowska, Jolanta, Bettencourt, Nuno, Cantinho, Guilhermina, Ferreira, Antonio, Syed, Ghulam, Arnous, Samer, Atyani, Said, Byrne, Angela, Gleeson, Tadhg, Kerins, David, Meehan, Conor, Murphy, David, Murphy, Mark, Murray, John, O'Brien, Julie, Bang, Ji-In, Bom, Henry, Cho, Sang-Geon, Hong, Chae Moon, Jang, Su Jin, Jeong, Yong Hyu, Kang, Won Jun, Kim, Ji-Young, Lee, Jaetae, Namgung, Chang Kyeong, So, Young, Won, Kyoung Sook, Majstorov, Venjamin, Vavlukis, Marija, Salobir, Barbara Gužic, Štalc, Monika, Benedek, Theodora, Benedek, Imre, Mititelu, Raluca, Stan, Claudiu Adrian, Ansheles, Alexey, Dariy, Olga, Drozdova, Olga, Gagarina, Nina, Gulyaev, Vsevolod Milyevich, Itskovich, Irina, Karalkin, Anatoly, Kokov, Alexander, Migunova, Ekaterina, Pospelov, Viktor, Ryzhkova, Daria, Saifullina, Guzaliya, Sazonova, Svetlana, Sergienko, Vladimir, Shurupova, Irina, Trifonova, Tatjana, Ussov, Wladimir Yurievich, Vakhromeeva, Margarita, Valiullina, Nailya, Zavadovsky, Konstantin, Zhuravlev, Kirill, Okarvi, Subhani, Saranovic, Dragana Sobic, Keng, Felix, Jason See, Jia Hao, Sekar, Ramkumar, Yew, Min Sen, Vondrak, Andrej, Bejai, Shereen, Bennie, George, Bester, Ria, Engelbrecht, Gerrit, Evbuomwan, Osayande, Gongxeka, Harlem, Vuuren, Magritha Jv, Kaplan, Mitchell, Khushica, Purbhoo, Lakhi, Hoosen, Louw, Lizette, Malan, Nico, Milos, Katarina, Modiselle, Moshe, More, Stuart, Naidoo, Mathava, Scholtz, Leonie, Vangu, Mboyo, Aguadé-Bruix, Santiago, Blanco, Isabel, Cabrera, Antonio, Camarero, Alicia, Casáns-Tormo, Irene, Cuellar-Calabria, Hug, Flotats, Albert, Fuentes Cañamero, Maria Eugenia, García, María Elia, Jimenez-Heffernan, Amelia, Leta, Rubén, Diaz, Javier Lopez, Lumbreras, Luis, Marquez-Cabeza, Juan Javier, Martin, Francisco, Martinez de Alegria, Anxo, Medina, Francisco, Canal, Maria Pedrera, Peiro, Virginia, Pubul-Nuñez, Virginia, Rayo Madrid, Juan Ignacio, Rey, Cristina Rodríguez, Perez, Ricardo Ruano, Ruiz, Joaquín, Hernández, Gertrudis Sabatel, Sevilla, Ana, Zeidán, Nahla, Nanayakkara, Damayanthi, Udugama, Chandraguptha, Simonsson, Magnus, Alkadhi, Hatem, Buechel, Ronny Ralf, Burger, Peter, Ceriani, Luca, De Boeck, Bart, Gräni, Christoph, Juillet de Saint Lager Lucas, Alix, Kamani, Christel H., Kawel-Boehm, Nadine, Manka, Robert, Prior, John O., Rominger, Axel, Vallée, Jean-Paul, Khiewvan, Benjapa, Premprabha, Teerapon, Thientunyakit, Tanyaluck, Sellem, Ali, Kir, Kemal Metin, Sayman, Haluk, Sebikali, Mugisha Julius, Muyinda, Zerida, Kmetyuk, Yaroslav, Korol, Pavlo, Mykhalchenko, Olena, Pliatsek, Volodymyr, Satyr, Maryna, Albalooshi, Batool, Ahmed Hassan, Mohamed Ismail, Anderson, Jill, Bedi, Punit, Biggans, Thomas, Bularga, Anda, Bull, Russell, Burgul, Rajesh, Carpenter, John-Paul, Coles, Duncan, Cusack, David, Deshpande, Aparna, Dougan, John, Fairbairn, Timothy, Farrugia, Alexia, Gopalan, Deepa, Gummow, Alistair, Ramkumar, Prasad Guntur, Hamilton, Mark, Harbinson, Mark, Hartley, Thomas, Hudson, Benjamin, Joshi, Nikhil, Kay, Michael, Kelion, Andrew, Khokhar, Azhar, Kitt, Jamie, Lee, Ken, Low, Chen, Mak, Sze Mun, Marousa, Ntouskou, Martin, Jon, Mcalindon, Elisa, Menezes, Leon, Morgan-Hughes, Gareth, Moss, Alastair, Murray, Anthony, Nicol, Edward, Patel, Dilip, Peebles, Charles, Pugliese, Francesca, Luis Rodrigues, Jonathan Carl, Rofe, Christopher, Sabharwal, Nikant, Schofield, Rebecca, Semple, Thomas, Sharma, Naveen, Strouhal, Peter, Subedi, Deepak, Topping, William, Tweed, Katharine, Weir-Mccall, Jonathan, Abbara, Suhny, Abbasi, Taimur, Abbott, Brian, Abohashem, Shady, Abramson, Sandra, Al-Abboud, Tarek, Al-Mallah, Mouaz, Almousalli, Omar, Ananthasubramaniam, Karthikeyan, Kumar, Mohan Ashok, Askew, Jeffrey, Attanasio, Lea, Balmer-Swain, Mallory, Bayer, Richard R., Bernheim, Adam, Bhatti, Sabha, Bieging, Erik, Blankstein, Ron, Bloom, Stephen, Blue, Sean, Bluemke, David, Borges, Andressa, Branch, Kelley, Bravo, Paco, Brothers, Jessica, Budoff, Matthew, Bullock-Palmer, Renée, Burandt, Angela, Burke, Floyd W., Bush, Kelvin, Candela, Candace, Capasso, Elizabeth, Cavalcante, Joao, Chang, Donald, Chatterjee, Saurav, Chatzizisis, Yiannis, Cheezum, Michael, Chen, Tiffany, Chen, Jennifer, Chen, Marcus, Clarcq, James, Cordero, Ayreen, Crim, Matthew, Danciu, Sorin, Decter, Bruce, Dhruva, Nimish, Doherty, Neil, Doukky, Rami, Dunbar, Anjori, Duvall, William, Edwards, Rachael, Esquitin, Kerry, Farah, Husam, Fentanes, Emilio, Ferencik, Maros, Fisher, Daniel, Fitzpatrick, Daniel, Foster, Cameron, Fuisz, Tony, Gannon, Michael, Gastner, Lori, Gerson, Myron, Ghoshhajra, Brian, Goldberg, Alan, Goldner, Brian, Gonzalez, Jorge, Gore, Rosco, Gracia-López, Sandra, Hage, Fadi, Haider, Agha, Haider, Sofia, Hamirani, Yasmin, Hassen, Karen, Hatfield, Mallory, Hawkins, Carolyn, Hawthorne, Katie, Heath, Nicholas, Hendel, Robert, Hernandez, Phillip, Hill, Gregory, Horgan, Stephen, Huffman, Jeff, Hurwitz, Lynne, Iskandrian, Ami, Janardhanan, Rajesh, Jellis, Christine, Jerome, Scott, Kalra, Dinesh, Kaviratne, Summanther, Kay, Fernando, Kelly, Faith, Khalique, Omar, Kinkhabwala, Mona, Iii, George Kinzfogl, Kircher, Jacqueline, Kirkbride, Rachael, Kontos, Michael, Kottam, Anupama, Krepp, Joseph, Layer, Jay, Lee, Steven H., Leppo, Jeffrey, Lesser, John, Leung, Steve, Lewin, Howard, Litmanovich, Diana, Liu, Yiyan, Magurany, Kathleen, Markowitz, Jeremy, Marn, Amanda, Matis, Stephen E., Mckenna, Michael, Mcrae, Tony, Mendoza, Fernando, Merhige, Michael, Min, David, Moffitt, Chanan, Moncher, Karen, Moore, Warren, Morayati, Shamil, Morris, Michael, Mossa-Basha, Mahmud, Mrsic, Zorana, Murthy, Venkatesh, Nagpal, Prashant, Napier, Kyle, Nelson, Katarina, Nijjar, Prabhjot, Osman, Medhat, Passen, Edward, Patel, Amit, Patil, Pravin, Paul, Ryan, Phillips, Lawrence, Polsani, Venkateshwar, Poludasu, Rajaram, Pomerantz, Brian, Porter, Thomas, Prentice, Ryan, Pursnani, Amit, Rabbat, Mark, Ramamurti, Suresh, Rich, Florence, Luna, Hiram Rivera, Robinson, Austin, Robles, Kim, Rodríguez, Cesar, Rorie, Mark, Rumberger, John, Russell, Raymond, Sabra, Philip, Sadler, Diego, Schemmer, Mary, Schoepf, U. Joseph, Shah, Samir, Shah, Nishant, Shanbhag, Sujata, Sharma, Gaurav, Shayani, Steven, Shirani, Jamshid, Shivaram, Pushpa, Sigman, Steven, Simon, Mitch, Slim, Ahmad, Smith, David, Smith, Alexandra, Soman, Prem, Sood, Aditya, Srichai-Parsia, Monvadi Barbara, Streeter, James, T, Albert, Tawakol, Ahmed, Thomas, Dustin, Thompson, Randall, Torbet, Tara, Trinidad, Desiree, Ullery, Shawn, Unzek, Samuel, Uretsky, Seth, Vallurupalli, Srikanth, Verma, Vikas, Waller, Alfonso, Wang, Ellen, Ward, Parker, Weissman, Gaby, Wesbey, George, White, Kelly, Winchester, David, Wolinsky, David, Yost, Sandra, Zgaljardic, Michael, Alonso, Omar, Beretta, Mario, Ferrando, Rodolfo, Kapitan, Miguel, Mut, Fernando, Djuraev, Omoa, Rozikhodjaeva, Gulnora, Le Ngoc, Ha, Mai, Son Hong, Nguyen, Xuan Canh, Kudo, T, Lahey, R, Hirschfeld, C, Williams, M, Lu, B, Alasnag, M, Bhatia, M, Henry Bom, H, Dautov, T, Fazel, R, Karthikeyan, G, Keng, F, Rubinshtein, R, Better, N, Cerci, R, Dorbala, S, Raggi, P, Shaw, L, Villines, T, 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Cavenaghi, Giorgio, Chierichetti, Franca, Chiocchi, Marcello, Cittanti, Corrado, Colletta, Mauro, Conti, Umberto, Cossu, Alberto, Cuocolo, Alberto, Cuzzocrea, Marco, De Rimini, Maria Luisa, De Vincentis, Giuseppe, Del Giudice, Eleonora, Del Torto, Alberico, Della Tommasina, Veronica, Durmo, Rexhep, Erba, Paola Anna, Evangelista, Laura, Faletti, Riccardo, Faragasso, Evelina, Farsad, Mohsen, Ferro, Paola, Florimonte, Luigia, Frantellizzi, Viviana, Fringuelli, Fabio Massimo, Gatti, Marco, Gaudiano, Angela, Gimelli, Alessia, Giubbini, Raffaele, Giuffrida, Francesca, Ialuna, Salvatore, Laudicella, Riccardo, Leccisotti, Lucia, Leva, Lucia, Liga, Riccardo, Liguori, Carlo, Longo, Giampiero, Maffione, Margherita, Mancini, Maria Elisabetta, Marcassa, Claudio, Milan, Elisa, Nardi, Barbara, Pacella, Sara, Pepe, Giovanna, Pontone, Gianluca, Pulizzi, Sabina, Quartuccio, Natale, Rampin, Lucia, Ricci, Fabrizio, Rossini, Pierluigi, Rubini, Giuseppe, Russo, Vincenzo, Sacchetti, Gian Mauro, Sambuceti, Gianmario, Scarano, Massimo, Sciagrà, Roberto, Sperandio, Massimiliano, Stefanelli, Antonella, Ventroni, Guido, Zoboli, Stefania, Baugh, Dainia, Chambers, Duane, Madu, Ernest, Nunura, Felix, Asano, Hiroshi, Chimura, Chimura Misato, Fujimoto, Shinichiro, Fujisue, Koichiro, Fukunaga, Tomohisa, Fukushima, Yoshimitsu, Fukuyama, Kae, Hashimoto, Jun, Ichikawa, Yasutaka, Iguchi, Nobuo, Imai, Masamichi, Inaki, Anri, Ishimura, Hayato, Isobe, Satoshi, Kadokami, Toshiaki, Kato, Takao, Kumita, Shinichiro, Maruno, Hirotaka, Mataki, Hiroyuki, Miyagawa, Masao, Morimoto, Ryota, Moroi, Masao, Nagamachi, Shigeki, Nakajima, Kenichi, Nakata, Tomoaki, Nakazato, Ryo, Nanasato, Mamoru, Naya, Masanao, Norikane, Takashi, Ohta, Yasutoshi, Okayama, Satoshi, Okizaki, Atsutaka, Otomi, Yoichi, Otsuka, Hideki, Saito, Masaki, Sakata, Sakata Yasushi, Sarai, Masayoshi, Sato, Daisuke, Shiraishi, Shinya, Suwa, Yoshinobu, Takanami, Kentaro, Takehana, Kazuya, Taki, Junichi, Tamaki, Nagara, Taniguchi, Yasuyo, Teragawa, Hiroki, Tomizawa, Nobuo, Tsujita, Kenichi, Umeji, Kyoko, Wakabayashi, Yasushi, Yamada, Shinichiro, Yamazaki, Shinya, Yoneyama, Tatsuya, Rawashdeh, Mohammad, Batyrkhanov, Daultai, Makhdomi, Khalid, Ombati, Kevin, Alkandari, Faridah, Garashi, Masoud, Coie, Tchoyoson Lim, Rajvong, Sonexay, Kalinin, Artem, Kalnina, Marika, Haidar, Mohamad, Komiagiene, Renata, Kviecinskiene, Giedre, Mataciunas, Mindaugas, Vajauskas, Donatas, Picard, Christian, Karim, Noor Khairiah A., Reichmuth, Luise, Samuel, Anthony, Allarakha, Mohammad Aaftaab, Naojee, Ambedhkar Shantaram, Alexanderson-Rosas, Erick, Barragan, Erika, González-Montecinos, Alejandro Becerril, Cabada, Manuel, Rodriguez, Daniel Calderon, Carvajal-Juarez, Isabel, Cortés, Violeta, Cortés, Filiberto, De La Peña, Erasmo, Gama-Moreno, Manlio, González, Luis, Ramírez, Nelsy Gonzalez, Jiménez-Santos, Moisés, Matos, Luis, Monroy, Edgar, Morelos, Martha, Ornelas, Mario, Ortga Ramirez, Jose Alberto, Preciado-Anaya, Andrés, Preciado-Gutiérrez, Óscar Ulises, Barragan, Adriana Puente, Rosales Uvera, Sandra Graciela, Sandoval, Sigelinda, Tomas, Miguel Santaularia, Sierra-Galan, Lilia M., Siu, Silvia, Vallejo, Enrique, Valles, Mario, Faraggi, Marc, Sereegotov, Erdenechimeg, Ilic, Srdja, Ben-Rais, Nozha, Alaoui, Nadia Ismaili, Taleb, Sara, Pa Myo, Khin Pa, Thu, Phyo Si, Ghimire, Ram Kumar, Rajbanshi, Bijoy, Barneveld, Peter, Glaudemans, Andor, Habets, Jesse, Koopmans, Klaas Pieter, Manders, Jeroen, Pool, Stefan, Scholte, Arthur, Scholtens, Asbjørn, Slart, Riemer, Thimister, Paul, Van Asperen, Erik-Jan, Veltman, Niels, Verschure, Derk, Wagenaar, Nils, Edmond, John, Ellis, Chris, Johnson, Kerryanne, Keenan, Ross, Kueh, Shaw Hua (Anthony), Occleshaw, Christopher, Sasse, Alexander, To, Andrew, Van Pelt, Niels, Young, Calum, Cuadra, Teresa, Roque Vanegas, Hector Bladimir, Soli, Idrissa Adamou, Issoufou, Djibrillou Moussa, Ayodele, Tolulope, Madu, Chibuzo, Onimode, Yetunde, Efros-Monsen, Elen, Forsdahl, Signe Helene, Hildre Dimmen, Jenni-Mari, Jørgensen, Arve, Krohn, Isabel, Løvhaugen, Pål, Bråten, Anders Tjellaug, Al Dhuhli, Humoud, Al Kindi, Faiza, Al-Bulushi, Naeema, Jawa, Zabah, Tag, Naima, Afzal, Muhammad Shehzad, Fatima, Shazia, Younis, Muhammad Numair, Riaz, Musab, Saadullah, Mohammad, Herrera, Yariela, Lenturut-Katal, Dora, Vázquez, Manuel Castillo, Ortellado, José, Akhter, Afroza, Cao, Dianbo, Cheung, Stephen, Dai, Xu, Gong, Lianggeng, Han, Dan, Hou, Yang, Li, Caiying, Li, Tao, Li, Dong, Li, Sijin, Liu, Jinkang, Liu, Hui, Ng, Ming Yen, Sun, Kai, Tang, Gongshun, Wang, Jian, Wang, Ximing, Wang, Zhao-Qian, Wang, Yining, Wang, Yifan, Wu, Jiang, Wu, Zhifang, Xia, Liming, Xiao, Jiangxi, Xu, Lei, Yang, Youyou, Yin, Wu, Yu, Jianqun, Yuan, Li, Zhang, Tong, Zhang, Longjiang, Zhang, Yong-Gao, Zhang, Xiaoli, Zhu, Li, Alfaro, Ana, Abrihan, Paz, Barroso, Asela, Cruz, Eric, Gomez, Marie Rhiamar, Magboo, Vincent Peter, Medina, John Michael, Obaldo, Jerry, Pastrana, Davidson, Pawhay, Christian Michael, Quinon, Alvin, Tang, Jeanelle Margareth, Tecson, Bettina, Uson, Kristine Joy, Uy, Mila, Kostkiewicz, Magdalena, Kunikowska, Jolanta, Bettencourt, Nuno, Cantinho, Guilhermina, Ferreira, Antonio, Syed, Ghulam, Arnous, Samer, Atyani, Said, Byrne, Angela, Gleeson, Tadhg, Kerins, David, Meehan, Conor, Murphy, David, Murphy, Mark, Murray, John, O'Brien, Julie, Bang, Ji-In, Bom, Henry, Cho, Sang-Geon, Hong, Chae Moon, Jang, Su Jin, Jeong, Yong Hyu, Kang, Won Jun, Kim, Ji-Young, Lee, Jaetae, Namgung, Chang Kyeong, So, Young, Won, Kyoung Sook, Majstorov, Venjamin, Vavlukis, Marija, Salobir, Barbara Gužic, Štalc, Monika, Benedek, Theodora, Benedek, Imre, Mititelu, Raluca, Stan, Claudiu Adrian, Ansheles, Alexey, Dariy, Olga, Drozdova, Olga, Gagarina, Nina, Gulyaev, Vsevolod Milyevich, Itskovich, Irina, Karalkin, Anatoly, Kokov, Alexander, Migunova, Ekaterina, Pospelov, Viktor, Ryzhkova, Daria, Saifullina, Guzaliya, Sazonova, Svetlana, Sergienko, Vladimir, Shurupova, Irina, Trifonova, Tatjana, Ussov, Wladimir Yurievich, Vakhromeeva, Margarita, Valiullina, Nailya, Zavadovsky, Konstantin, Zhuravlev, Kirill, Okarvi, Subhani, Saranovic, Dragana Sobic, Keng, Felix, Jason See, Jia Hao, Sekar, Ramkumar, Yew, Min Sen, Vondrak, Andrej, Bejai, Shereen, Bennie, George, Bester, Ria, Engelbrecht, Gerrit, Evbuomwan, Osayande, Gongxeka, Harlem, Vuuren, Magritha Jv, Kaplan, Mitchell, Khushica, Purbhoo, Lakhi, Hoosen, Louw, Lizette, Malan, Nico, Milos, Katarina, Modiselle, Moshe, More, Stuart, Naidoo, Mathava, Scholtz, Leonie, Vangu, Mboyo, Aguadé-Bruix, Santiago, Blanco, Isabel, Cabrera, Antonio, Camarero, Alicia, Casáns-Tormo, Irene, Cuellar-Calabria, Hug, Flotats, Albert, Fuentes Cañamero, Maria Eugenia, García, María Elia, Jimenez-Heffernan, Amelia, Leta, Rubén, Diaz, Javier Lopez, Lumbreras, Luis, Marquez-Cabeza, Juan Javier, Martin, Francisco, Martinez de Alegria, Anxo, Medina, Francisco, Canal, Maria Pedrera, Peiro, Virginia, Pubul-Nuñez, Virginia, Rayo Madrid, Juan Ignacio, Rey, Cristina Rodríguez, Perez, Ricardo Ruano, Ruiz, Joaquín, Hernández, Gertrudis Sabatel, Sevilla, Ana, Zeidán, Nahla, Nanayakkara, Damayanthi, Udugama, Chandraguptha, Simonsson, Magnus, Alkadhi, Hatem, Buechel, Ronny Ralf, Burger, Peter, Ceriani, Luca, De Boeck, Bart, Gräni, Christoph, Juillet de Saint Lager Lucas, Alix, Kamani, Christel H., Kawel-Boehm, Nadine, Manka, Robert, Prior, John O., Rominger, Axel, Vallée, Jean-Paul, Khiewvan, Benjapa, Premprabha, Teerapon, Thientunyakit, Tanyaluck, Sellem, Ali, Kir, Kemal Metin, Sayman, Haluk, Sebikali, Mugisha Julius, Muyinda, Zerida, Kmetyuk, Yaroslav, Korol, Pavlo, Mykhalchenko, Olena, Pliatsek, Volodymyr, Satyr, Maryna, Albalooshi, Batool, Ahmed Hassan, Mohamed Ismail, Anderson, Jill, Bedi, Punit, Biggans, Thomas, Bularga, Anda, Bull, Russell, Burgul, Rajesh, Carpenter, John-Paul, Coles, Duncan, Cusack, David, Deshpande, Aparna, Dougan, John, Fairbairn, Timothy, Farrugia, Alexia, Gopalan, Deepa, Gummow, Alistair, Ramkumar, Prasad Guntur, Hamilton, Mark, Harbinson, Mark, Hartley, Thomas, Hudson, Benjamin, Joshi, Nikhil, Kay, Michael, Kelion, Andrew, Khokhar, Azhar, Kitt, Jamie, Lee, Ken, Low, Chen, Mak, Sze Mun, Marousa, Ntouskou, Martin, Jon, Mcalindon, Elisa, Menezes, Leon, Morgan-Hughes, Gareth, Moss, Alastair, Murray, Anthony, Nicol, Edward, Patel, Dilip, Peebles, Charles, Pugliese, Francesca, Luis Rodrigues, Jonathan Carl, Rofe, Christopher, Sabharwal, Nikant, Schofield, Rebecca, Semple, Thomas, Sharma, Naveen, Strouhal, Peter, Subedi, Deepak, Topping, William, Tweed, Katharine, Weir-Mccall, Jonathan, Abbara, Suhny, Abbasi, Taimur, Abbott, Brian, Abohashem, Shady, Abramson, Sandra, Al-Abboud, Tarek, Al-Mallah, Mouaz, Almousalli, Omar, Ananthasubramaniam, Karthikeyan, Kumar, Mohan Ashok, Askew, Jeffrey, Attanasio, Lea, Balmer-Swain, Mallory, Bayer, Richard R., Bernheim, Adam, Bhatti, Sabha, Bieging, Erik, Blankstein, Ron, Bloom, Stephen, Blue, Sean, Bluemke, David, Borges, Andressa, Branch, Kelley, Bravo, Paco, Brothers, Jessica, Budoff, Matthew, Bullock-Palmer, Renée, Burandt, Angela, Burke, Floyd W., Bush, Kelvin, Candela, Candace, Capasso, Elizabeth, Cavalcante, Joao, Chang, Donald, Chatterjee, Saurav, Chatzizisis, Yiannis, Cheezum, Michael, Chen, Tiffany, Chen, Jennifer, Chen, Marcus, Clarcq, James, Cordero, Ayreen, Crim, Matthew, Danciu, Sorin, Decter, Bruce, Dhruva, Nimish, Doherty, Neil, Doukky, Rami, Dunbar, Anjori, Duvall, William, Edwards, Rachael, Esquitin, Kerry, Farah, Husam, Fentanes, Emilio, Ferencik, Maros, Fisher, Daniel, Fitzpatrick, Daniel, Foster, Cameron, Fuisz, Tony, Gannon, Michael, Gastner, Lori, Gerson, Myron, Ghoshhajra, Brian, Goldberg, Alan, Goldner, Brian, Gonzalez, Jorge, Gore, Rosco, Gracia-López, Sandra, Hage, Fadi, Haider, Agha, Haider, Sofia, Hamirani, Yasmin, Hassen, Karen, Hatfield, Mallory, Hawkins, Carolyn, Hawthorne, Katie, Heath, Nicholas, Hendel, Robert, Hernandez, Phillip, Hill, Gregory, Horgan, Stephen, Huffman, Jeff, Hurwitz, Lynne, Iskandrian, Ami, Janardhanan, Rajesh, Jellis, Christine, Jerome, Scott, Kalra, Dinesh, Kaviratne, Summanther, Kay, Fernando, Kelly, Faith, Khalique, Omar, Kinkhabwala, Mona, Iii, George Kinzfogl, Kircher, Jacqueline, Kirkbride, Rachael, Kontos, Michael, Kottam, Anupama, Krepp, Joseph, Layer, Jay, Lee, Steven H., Leppo, Jeffrey, Lesser, John, Leung, Steve, Lewin, Howard, Litmanovich, Diana, Liu, Yiyan, Magurany, Kathleen, Markowitz, Jeremy, Marn, Amanda, Matis, Stephen E., Mckenna, Michael, Mcrae, Tony, Mendoza, Fernando, Merhige, Michael, Min, David, Moffitt, Chanan, Moncher, Karen, Moore, Warren, Morayati, Shamil, Morris, Michael, Mossa-Basha, Mahmud, Mrsic, Zorana, Murthy, Venkatesh, Nagpal, Prashant, Napier, Kyle, Nelson, Katarina, Nijjar, Prabhjot, Osman, Medhat, Passen, Edward, Patel, Amit, Patil, Pravin, Paul, Ryan, Phillips, Lawrence, Polsani, Venkateshwar, Poludasu, Rajaram, Pomerantz, Brian, Porter, Thomas, Prentice, Ryan, Pursnani, Amit, Rabbat, Mark, Ramamurti, Suresh, Rich, Florence, Luna, Hiram Rivera, Robinson, Austin, Robles, Kim, Rodríguez, Cesar, Rorie, Mark, Rumberger, John, Russell, Raymond, Sabra, Philip, Sadler, Diego, Schemmer, Mary, Schoepf, U. Joseph, Shah, Samir, Shah, Nishant, Shanbhag, Sujata, Sharma, Gaurav, Shayani, Steven, Shirani, Jamshid, Shivaram, Pushpa, Sigman, Steven, Simon, Mitch, Slim, Ahmad, Smith, David, Smith, Alexandra, Soman, Prem, Sood, Aditya, Srichai-Parsia, Monvadi Barbara, Streeter, James, T, Albert, Tawakol, Ahmed, Thomas, Dustin, Thompson, Randall, Torbet, Tara, Trinidad, Desiree, Ullery, Shawn, Unzek, Samuel, Uretsky, Seth, Vallurupalli, Srikanth, Verma, Vikas, Waller, Alfonso, Wang, Ellen, Ward, Parker, Weissman, Gaby, Wesbey, George, White, Kelly, Winchester, David, Wolinsky, David, Yost, Sandra, Zgaljardic, Michael, Alonso, Omar, Beretta, Mario, Ferrando, Rodolfo, Kapitan, Miguel, Mut, Fernando, Djuraev, Omoa, Rozikhodjaeva, Gulnora, Le Ngoc, Ha, Mai, Son Hong, and Nguyen, Xuan Canh
Abstract: Background: The coronavirus disease-2019 (COVID-19) pandemic significantly affected management of cardiovascular disease around the world. The effect of the pandemic on volume of cardiovascular diagnostic procedures is not known. Objectives: This study sought to evaluate the effects of the early phase of the COVID-19 pandemic on cardiovascular diagnostic procedures and safety practices in Asia. Methods: The International Atomic Energy Agency conducted a worldwide survey to assess changes in cardiovascular procedure volume and safety practices caused by COVID-19. Testing volumes were reported for March 2020 and April 2020 and were compared to those from March 2019. Data from 180 centers across 33 Asian countries were grouped into 4 subregions for comparison. Results: Procedure volumes decreased by 47% from March 2019 to March 2020, showing recovery from March 2020 to April 2020 in Eastern Asia, particularly in China. The majority of centers cancelled outpatient activities and increased time per study. Practice changes included implementing physical distancing and restricting visitors. Although COVID testing was not commonly performed, it was conducted in one-third of facilities in Eastern Asia. The most severe reductions in procedure volumes were observed in lower-income countries, where volumes decreased 81% from March 2019 to April 2020. Conclusions: The COVID-19 pandemic in Asia caused significant reductions in cardiovascular diagnostic procedures, particularly in low-income countries. Further studies on effects of COVID-19 on cardiovascular outcomes and changes in care delivery are warranted.
Published: 2021

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1. Cognitive Adaptive Systems for Industrial Internet of Things Using Reinforcement Algorithm

2. Quantum Machine Learning for Security Assessment in the Internet of Medical Things (IoMT)

3. Impact of COVID-19 on the imaging diagnosis of cardiac disease in Europe

4. Smart Scalable ML-Blockchain Framework for Large-Scale Clinical Information Sharing

5. Impact of COVID-19 Pandemic on Cardiovascular Testing in Asia

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